Search research articles

ABOUT JoVE

Overview Leadership Blog JoVE Help Center

AUTHORS

Publishing Process Editorial Board Scope & Policies Peer Review FAQ Submit

LIBRARIANS

Testimonials Subscriptions Access Resources Library Advisory Board FAQ

RESEARCH

JoVE Journal Methods Collections JoVE Encyclopedia of Experiments Archive

EDUCATION

JoVE Core JoVE Business JoVE Science Education JoVE Lab Manual Faculty Resource Center Faculty Site

Terms & Conditions of Use

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by

Same author

Gab1 but not Grb2 mediates tumor progression in Met overexpressing colorectal cancer cells.

Carcinogenesis·2008

Same author

Long-term donor-specific tolerance in rat cardiac allografts by intrabone marrow injection of donor bone marrow cells.

Transplantation·2008

Same author

Lsr2 of Mycobacterium tuberculosis is a DNA-bridging protein.

Nucleic acids research·2008

Same author

Amphetamine selectively enhances avoidance responding to a less salient stimulus in rats.

Journal of neural transmission (Vienna, Austria : 1996)·2008

Same author

Retrospective analysis of anterior correction and fusion for adolescent idiopathic thoracolumbar/lumbar scoliosis: the relationship between preserving mobile segments and trunk balance.

International orthopaedics·2008

Same author

Intrarenal antigens activate CD4+ cells via co-stimulatory signals from dendritic cells.

Journal of the American Society of Nephrology : JASN·2008

Same journal

Anterior Cingulate Cortex Mediates State-Dependent Prioritization of Distressed Conspecifics.

Brain sciences·2026

Same journal

Hemispherotomy for Pediatric Post-Traumatic Epilepsy.

Brain sciences·2026

Same journal

When Robots Learn: Artificial Intelligence and the Next Human-Centered Era of Neurorehabilitation.

Brain sciences·2026

Same journal

The Association Between Changes in White Matter Microstructure and Cognitive Function in Older Adults with Mild Cognitive Impairment.

Brain sciences·2026

Same journal

Beyond Ventricular Enlargement: Multimodal MRI Assessment Improves Surgical Decision-Making in Normal Pressure Hydrocephalus.

Brain sciences·2026

Same journal

The Effects of Personalized Observation, Execution, and Mental Imagery (POEM) Therapy in Logopenic Primary Progressive Aphasia: A Telepractice-Based Single-Case Study.

Brain sciences·2026

See all related articles

Search research articles

Related Experiment Video

Updated: Aug 31, 2025

Statistical Modelling of Cortical Connectivity Using Non-invasive Electroencephalograms

Statistical Modelling of Cortical Connectivity Using Non-invasive Electroencephalograms

Published on: November 1, 2019

Applying Multiple Functional Connectivity Features in GCN for EEG-Based Human Identification.

Wenli Tian¹, Ming Li¹, Xiangyu Ju¹

¹College of Intelligence Science and Technology, National University of Defense Technology, Changsha 410073, China.

|August 26, 2022

Summary

This summary is machine-generated.

This study enhances EEG-based human identification by combining multiple functional connectivity (FC) features using graph convolutional neural networks (GCN). This approach achieves high accuracy and robustness, improving security system efficiency.

Keywords:

EEG GCN feature fusion functional connectivity human identification

More Related Videos

Concurrent EEG and Functional MRI Recording and Integration Analysis for Dynamic Cortical Activity Imaging

Concurrent EEG and Functional MRI Recording and Integration Analysis for Dynamic Cortical Activity Imaging

Published on: June 30, 2018

Author Spotlight: Advancing Large-Scale Neural Dynamics Through HD-MEA Technology

Author Spotlight: Advancing Large-Scale Neural Dynamics Through HD-MEA Technology

Published on: March 8, 2024

Related Experiment Videos

Last Updated: Aug 31, 2025

Statistical Modelling of Cortical Connectivity Using Non-invasive Electroencephalograms

Statistical Modelling of Cortical Connectivity Using Non-invasive Electroencephalograms

Published on: November 1, 2019

Concurrent EEG and Functional MRI Recording and Integration Analysis for Dynamic Cortical Activity Imaging

Concurrent EEG and Functional MRI Recording and Integration Analysis for Dynamic Cortical Activity Imaging

Published on: June 30, 2018

Author Spotlight: Advancing Large-Scale Neural Dynamics Through HD-MEA Technology

Author Spotlight: Advancing Large-Scale Neural Dynamics Through HD-MEA Technology

Published on: March 8, 2024

Area of Science:

Neuroscience
Computer Science
Biometrics

Background:

Increasing demand for security drives interest in EEG-based human identification.
Improving accuracy while avoiding overfitting with multiple features is a key challenge.

Purpose of the Study:

To investigate the effectiveness of combining multiple functional connectivity (FC) features for EEG-based human identification.
To leverage graph convolutional neural networks (GCN) to enhance classification accuracy and system robustness.

Main Methods:

Utilized graph convolutional neural networks (GCN) for classification.
Combined multiple functional connectivity (FC) features as the GCN's structure matrix.
Evaluated performance on a public dataset, assessing accuracy and sensitivity to channel reduction.

Main Results:

Achieved high classification accuracy of 98.56% by integrating multiple FC features.
Demonstrated reduced sensitivity to channel reduction compared to traditional methods.
Successfully applied GCN to combine diverse FC data for identity authentication.

Conclusions:

Combining multiple FC features with GCN significantly improves EEG-based human identification accuracy.
The proposed method offers robustness against channel reduction, potentially lowering system costs.
This approach provides a promising direction for more efficient and accurate biometric security systems.